2019.08.10_AAJUG Kyoto #2_Alexa✕ML

2019.08.10_AAJUG Kyoto #2_Alexa✕ML

Transcript

1. BBKVH 
   
   ""+6(ژ౎ 
   (BNJGJDBUJPO
   
   .-ʹֶ͍ͭͯͿձ "#&+"
   *OD
   
   5BLBZPTIJ
   ,PCBZBTIJ
   
   !LPCB@UBLB "MFYB ✕ .-
2. BBKVH 2 Today`s Topic
3. BBKVH 3 Today`s Topic Alexa Machine Learning
4. BBKVH 4 @koba_taka Twitter Like takayoshi.kobayashi.16 Facebook AWS Drinking Job Takayoshi Kobayashi Who is ? ABEJA Co., Ltd. ABEJA Platform Customer Success
6. BBKVH 6 Deep Learningの実装、運用プロセスを効率化する ABEJA Platform 来客属性、動線分析、リピート推定といった 顧客行動データの取得・分析を基軸とする、 AIを活用した店舗解析サービス What`s ABEJA? ゆたかな世界を、実装する
7. BBKVH 7 Alexa ✕ ML?
8. BBKVH 8 ͦ΋ͦ΋ɺ"MFYB͕ ػցֶशͯ͠ΔΜ͡Όʝ
9. BBKVH 9 ͔ͳΓෳࡶͳݕࡧख๏ͳͲΛ༻͍͍ͯΔ 3FGFSSBM
   IUUQTEFWFMPQFSBNB[PODPNCMPHT
10. BBKVH 10 Today`s Topic Communication Machine Learning
11. BBKVH 11 6TF $BTF 7JSUVBM
    "HFOU 3FGFSSBM
    BQQMJFEBJDPN
    "*/08
12. BBKVH 12 6TF $BTF 7JSUVBM
    "HFOU 3FGFSSBM
    BQQMJFEBJDPN
    "*/08 )3 4/4 73 "SU (BNF 'PPE 'BTIJPO 'JUOFTT .BUDIJOH .BQ .FEJDBM 4BMFT &EVDBUJPO #VTJOFTT 'BSN SFBM
    FTUBUF 5SBOTMBUF 5SBWFM
13. BBKVH 13 Communication → Resolve )FBSJOH
    ܏ௌ %JTDVTTJPO
    ٞ࿦ 5BSLJOH ձ࿩ )VHHJOH
    ઀৮ 1FBDF
    PG
    NJOE ҆৺҆Β͗
14. BBKVH 14 Conversation Tool Hearing Tarking
15. BBKVH 15 Interface
16. BBKVH 16 8PFCPU ίϛϡχέʔγϣϯଅਐ 
    ϝϯλϧϔϧεʹ׆༻ νϟοτϘοτ͕ࠓ೔ͷؾ෼ͳͲɺ2VFTUJPOΛͳ͛ͯɺ ૬खͷ͜ͱΛ஌Γɺؾ෼ʹ͋Θͤͯίϛϡχέʔγϣϯ
17. BBKVH 17 #PU͔Βੵۃతʹ࿩͔͚͠ جຊɺ$MPTFE 2VFTUJPO ձ࿩ͷ։࢝࣌͸0QFO
    2VFTUJPO 0QFO 2VFTUJPOͰಘΒΕΔςʔϚΛ΋ͱʹ ձ࿩͕։࢝͞ΕΔ࢓૊Έ ର࿩͸$MPTFE
    2VFTUJPOͰ࣮ࢪ͞ΕΔͷͰɺ "*͕ฦ౴಺༰Λ൓ө͠΍͍͢
18. BBKVH 18 Article
19. BBKVH 19 "MFYB
    ✕ .BDIJOF
    -FBSOJOH ΑΓઐ໳తͳࢧԉΛεΩϧͰఏڙ
20. BBKVH 20 1VSQPTF
    ໨త
    ˠ ՝୊ղܾख๏ ॏཁͳཁૉ *OUFMMJHFODF
    ݡ͞
    ˠ σʔλྔ 
    ಛ௃ྔ 5FDIOPMPHZ
    ٕज़खஈ
    ˠ εΩϧ 
    ϑϨʔϜϫʔΫ $POWFSTBUJPOBM
    ձ࿩త
    ˠ 6*
    
    69
21. BBKVH 21 ର࿩ͷϞσϧΛ࡞ΔࡍͷΠϝʔδ
22. BBKVH 22 Ϟσϧ࡞੒ͷϑϩʔ લॲཧ ੔ܗ ඼ࢺ෼ղ จࣈίʔυม׵ τϨʔχϯά ίʔύεσʔλ औಘ τϨʔχϯά σʔλ Ϟσϧ ਪ࿦ ༧ଌ ೖྗσʔλ ୯ޠͷ ഑ྻੜ੒ ղܾ͢Δ՝୊ վળ͢Δ໰୊ ࠶ֶश
23. BBKVH 23 Ϟσϧ࡞੒ͷϑϩʔ લॲཧ ੔ܗ ඼ࢺ෼ղ จࣈίʔυม׵ τϨʔχϯά ίʔύεσʔλ औಘ τϨʔχϯά σʔλ Ϟσϧ ਪ࿦ ༧ଌ ೖྗσʔλ ୯ޠͷ ഑ྻੜ੒ ղܾ͢Δ՝୊ վળ͢Δ໰୊ ࠶ֶश 1VSQPTF *OUFMMJHFODF 5FDIOPMPHZ $POWFSTBUJPOBM
24. BBKVH 24 Hidden Technical Debt in Machine Learning Systems [Sculley+, NIPS 2015] ਖ਼௚ɺ.-0QTͬͯઃܭΑΓ؅ཧ͕େมʝ
25. BBKVH 25 "#&+"
    1-"5'03.
    04 デプロイ 01 取得 05 推論･再学習 03 学習 02 蓄積 AIͷܧଓత ΠϯςάϨʔγϣϯΛ࣮ݱ "*ͷϞσϧ։ൃ޻ఔʹ͓͚ΔܧଓతΠϯςάϨʔγϣϯͷ֤λεΫΛػೳͱͯ͠ఏڙ
26. BBKVH 26 Alexa ✕ ABEJA Platform
27. BBKVH 27 Ϟσϧ։ൃͷΠϝʔδ ࡶஊձ࿩Ϟσϧ࡞੒ͷέʔε
28. BBKVH 28 Ϟσϧ։ൃͷΠϝʔδ "MFYBͱͷ࿈ܞΠϝʔδ
29. BBKVH 29 ϞσϧΛ࡞੒͢ΔΠϝʔδ ઃܭ ԿΛ͢Δ͔ ԿΛࢧԉղܾ͢Δ͔ Ͳ͏͍ͬͨσʔλ͕͍͍͔ʁ σʔλ͸Ͳͷ͙Β͍͋Δ͔ʁ ձ࿩ "MFYB
30. BBKVH 30 ϞσϧΛ࡞੒͢ΔΠϝʔδ લॲཧ 5XJUUFS͔Βͷձ࿩σʔλऔಘ ສ5XFFU෼ ੔ܗɾ඼ࢺ෼ղɾ୯ޠ഑ྻੜ੒ σʔληοτੜ੒ Ϟσϧੜ੒༻ɿTFRTFR
31. BBKVH 31 5XJUUFS͔Βͷձ࿩σʔλऔಘ
32. BBKVH 32
33. BBKVH 33 8IBUAT
    4FR4FR
34. BBKVH 34 8IBUAT
    4FR4FR
35. BBKVH 35 TFRTFR༻ͷσʔληοτྫ ΤϯίʔυɾσίʔυΠϯϓοτ༻σʔλ Τϯίʔυɿ࣭໰͔Βճ౴ σίʔυɿճ౴͔Β࣭໰ σʔληοτੜ੒ Ϟσϧੜ੒༻ɿTFRTFR
36. BBKVH 36 ϞσϧΛֶश 
    σϓϩΠϝϯτ σʔληοτֶशίʔυ ֶश Ϟσϧਪ࿦ίʔυ "1*σϓϩΠϝϯτ
37. BBKVH 37 "MFYBͱͷ࿈ܞ 8BLF
    $PNNBOE
    
    4LJMMݺͼग़͠ "1*Ͱ+40/ 3FRVFTU3FTQPOTF
38. BBKVH 38 Demo
39. BBKVH 39 Demo ը૾෼ྨ
40. BBKVH 40 σʔληοτΛूΊΔͷ͕࠷ߴʹπϥϛ
41. BBKVH 41 Good News
42. BBKVH 42 Summary ɾίϛϡχέʔγϣϯͷखஈͱͯ͠ػցֶश͸ࢧԉͷཱͪҐஔ ɾਓؒΑΓਫ਼౓͸ߴ·ͬͯདྷ͍ͯΔ ɾઐ໳෼໺ͷσʔληοτ͕ॏཁ ٯʹ͋Ε͹ɺউෛͰ͖Δ ɾձ࿩ख๏ͳͲ͸࿦จͳͲ͕ࢀߟʹ ώϯτ͕͍ͬͺ͍ ɾ"MFYB
    TDJFODF #MPH͓͢͢Ί ɾ-FUAT
    5SZ
    :PV
    $BO
    EP
    JU
43. BBKVH 43 We are hiring!!
44. BBKVH 44 Thank you!!